Xiao Liu
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ScamWorld: An Interactive Environment for Evaluating Web Agents Against Online Fraud
According to the abstract, Yutao Wu, Xiao Liu, Ming Wen and three co-authors built ScamWorld, an environment that reconstructs reported scam websites, and tested web agents powered by six frontier language models. They report baseline deception rates of 11% to 35%, with payments proceeding more readily than credential requests.